Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 13414 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 120.0 B |
Variable types
| NUM | 8 |
|---|---|
| CAT | 5 |
| BOOL | 2 |
Reproduction
| Analysis started | 2020-07-19 13:25:40.909284 |
|---|---|
| Analysis finished | 2020-07-19 13:25:55.069785 |
| Duration | 14.16 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
df_index has unique values | Unique |
employee_id has unique values | Unique |
| Distinct count | 13414 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7075.366930073058 |
|---|---|
| Minimum | 2 |
| Maximum | 14120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 713.65 |
| Q1 | 3554.25 |
| median | 7084.5 |
| Q3 | 10600.75 |
| 95-th percentile | 13409.35 |
| Maximum | 14120 |
| Range | 14118 |
| Interquartile range (IQR) | 7046.5 |
Descriptive statistics
| Standard deviation | 4074.937248 |
|---|---|
| Coefficient of variation (CV) | 0.5759329924 |
| Kurtosis | -1.199513238 |
| Mean | 7075.36693 |
| Median Absolute Deviation (MAD) | 3523.5 |
| Skewness | -0.005876662528 |
| Sum | 94908972 |
| Variance | 16605113.58 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 773 | 1 | < 0.1% | |
| 8897 | 1 | < 0.1% | |
| 10944 | 1 | < 0.1% | |
| 4791 | 1 | < 0.1% | |
| 6838 | 1 | < 0.1% | |
| 693 | 1 | < 0.1% | |
| 2740 | 1 | < 0.1% | |
| 12979 | 1 | < 0.1% | |
| 8881 | 1 | < 0.1% | |
| Other values (13404) | 13404 | 99.9% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 14120 | 1 | < 0.1% | |
| 14119 | 1 | < 0.1% | |
| 14118 | 1 | < 0.1% | |
| 14117 | 1 | < 0.1% | |
| 14116 | 1 | < 0.1% |
age
Real number (ℝ≥0)
| Distinct count | 36 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.864768152676305 |
|---|---|
| Minimum | 22 |
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 24 |
| median | 29 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 57 |
| Range | 35 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 9.95866612 |
|---|---|
| Coefficient of variation (CV) | 0.3030195154 |
| Kurtosis | -0.8537566217 |
| Mean | 32.86476815 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7075608107 |
| Sum | 440848 |
| Variance | 99.1750309 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 24 | 1231 | 9.2% | |
| 25 | 1188 | 8.9% | |
| 23 | 1130 | 8.4% | |
| 22 | 1116 | 8.3% | |
| 27 | 648 | 4.8% | |
| 29 | 626 | 4.7% | |
| 28 | 617 | 4.6% | |
| 26 | 601 | 4.5% | |
| 42 | 292 | 2.2% | |
| 37 | 266 | 2.0% | |
| Other values (26) | 5699 | 42.5% |
| Value | Count | Frequency (%) | |
| 22 | 1116 | 8.3% | |
| 23 | 1130 | 8.4% | |
| 24 | 1231 | 9.2% | |
| 25 | 1188 | 8.9% | |
| 26 | 601 | 4.5% |
| Value | Count | Frequency (%) | |
| 57 | 33 | 0.2% | |
| 56 | 23 | 0.2% | |
| 55 | 36 | 0.3% | |
| 54 | 214 | 1.6% | |
| 53 | 220 | 1.6% |
avg_monthly_hrs
Real number (ℝ≥0)
| Distinct count | 249 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.05524079320114 |
|---|---|
| Minimum | 49.0 |
| Maximum | 310.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 49 |
|---|---|
| 5-th percentile | 128 |
| Q1 | 155 |
| median | 199 |
| Q3 | 245 |
| 95-th percentile | 275 |
| Maximum | 310 |
| Range | 261 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 50.85013648 |
|---|---|
| Coefficient of variation (CV) | 0.2541804767 |
| Kurtosis | -1.040765486 |
| Mean | 200.0552408 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | 0.009066470968 |
| Sum | 2683541 |
| Variance | 2585.73638 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 156 | 135 | 1.0% | |
| 135 | 135 | 1.0% | |
| 151 | 133 | 1.0% | |
| 149 | 132 | 1.0% | |
| 160 | 120 | 0.9% | |
| 143 | 116 | 0.9% | |
| 157 | 113 | 0.8% | |
| 145 | 113 | 0.8% | |
| 257 | 113 | 0.8% | |
| 148 | 112 | 0.8% | |
| Other values (239) | 12192 | 90.9% |
| Value | Count | Frequency (%) | |
| 49 | 3 | < 0.1% | |
| 52 | 1 | < 0.1% | |
| 54 | 2 | < 0.1% | |
| 55 | 1 | < 0.1% | |
| 56 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 310 | 12 | 0.1% | |
| 309 | 15 | 0.1% | |
| 308 | 16 | 0.1% | |
| 307 | 14 | 0.1% | |
| 306 | 17 | 0.1% |
department
Categorical
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| D00-SS | |
|---|---|
| D00-ENG | |
| D00-SP | |
| D00-IT | |
| D00-PD | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| D00-SS | 3896 | 29.0% | |
| D00-ENG | 2575 | 19.2% | |
| D00-SP | 2109 | 15.7% | |
| D00-IT | 1359 | 10.1% | |
| D00-PD | 853 | 6.4% | |
| D00-MT | 812 | 6.1% | |
| D00-FN | 722 | 5.4% | |
| D00-MN | 590 | 4.4% | |
| D00-AD | 175 | 1.3% | |
| D00-PR | 173 | 1.3% |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.19196362 |
| Min length | 6 |
| Distinct count | 13414 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112114.01654987327 |
|---|---|
| Minimum | 100102 |
| Maximum | 148988 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 100102 |
|---|---|
| 5-th percentile | 101230.65 |
| Q1 | 105786.75 |
| median | 111288.5 |
| Q3 | 116637.75 |
| 95-th percentile | 127877.45 |
| Maximum | 148988 |
| Range | 48886 |
| Interquartile range (IQR) | 10851 |
Descriptive statistics
| Standard deviation | 8481.397727 |
|---|---|
| Coefficient of variation (CV) | 0.0756497536 |
| Kurtosis | 2.768847548 |
| Mean | 112114.0165 |
| Median Absolute Deviation (MAD) | 5429 |
| Skewness | 1.304940316 |
| Sum | 1503897418 |
| Variance | 71934107.4 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 102398 | 1 | < 0.1% | |
| 111347 | 1 | < 0.1% | |
| 117404 | 1 | < 0.1% | |
| 103063 | 1 | < 0.1% | |
| 105110 | 1 | < 0.1% | |
| 101012 | 1 | < 0.1% | |
| 111251 | 1 | < 0.1% | |
| 113298 | 1 | < 0.1% | |
| 107153 | 1 | < 0.1% | |
| 109200 | 1 | < 0.1% | |
| Other values (13404) | 13404 | 99.9% |
| Value | Count | Frequency (%) | |
| 100102 | 1 | < 0.1% | |
| 100103 | 1 | < 0.1% | |
| 100106 | 1 | < 0.1% | |
| 100107 | 1 | < 0.1% | |
| 100108 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 148988 | 1 | < 0.1% | |
| 148947 | 1 | < 0.1% | |
| 148916 | 1 | < 0.1% | |
| 148879 | 1 | < 0.1% | |
| 148842 | 1 | < 0.1% |
filed_complaint
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| 0 | |
|---|---|
| 1 | 1955 |
| Value | Count | Frequency (%) | |
| 0 | 11459 | 85.4% | |
| 1 | 1955 | 14.6% |
gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 8823 | 65.8% | |
| Female | 4591 | 34.2% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.684508722 |
| Min length | 4 |
last_evaluation
Real number (ℝ≥0)
| Distinct count | 11573 |
|---|---|
| Unique (%) | 86.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7183358151185328 |
|---|---|
| Minimum | 0.316175 |
| Maximum | 1.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 0.316175 |
|---|---|
| 5-th percentile | 0.45923915 |
| Q1 | 0.57969775 |
| median | 0.718399 |
| Q3 | 0.8564885 |
| 95-th percentile | 0.9761184 |
| Maximum | 1 |
| Range | 0.683825 |
| Interquartile range (IQR) | 0.27679075 |
Descriptive statistics
| Standard deviation | 0.1635715398 |
|---|---|
| Coefficient of variation (CV) | 0.2277090134 |
| Kurtosis | -0.9829227857 |
| Mean | 0.7183358151 |
| Median Absolute Deviation (MAD) | 0.1385405 |
| Skewness | -0.0665464082 |
| Sum | 9635.756624 |
| Variance | 0.02675564862 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.718399 | 1421 | 10.6% | |
| 1 | 342 | 2.5% | |
| 0.896246 | 3 | < 0.1% | |
| 0.505883 | 3 | < 0.1% | |
| 0.978248 | 2 | < 0.1% | |
| 0.744834 | 2 | < 0.1% | |
| 0.536342 | 2 | < 0.1% | |
| 0.707909 | 2 | < 0.1% | |
| 0.695768 | 2 | < 0.1% | |
| 0.557127 | 2 | < 0.1% | |
| Other values (11563) | 11633 | 86.7% |
| Value | Count | Frequency (%) | |
| 0.316175 | 1 | < 0.1% | |
| 0.317279 | 1 | < 0.1% | |
| 0.320953 | 1 | < 0.1% | |
| 0.322828 | 1 | < 0.1% | |
| 0.324239 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 342 | 2.5% | |
| 0.999808 | 1 | < 0.1% | |
| 0.99939 | 1 | < 0.1% | |
| 0.999365 | 1 | < 0.1% | |
| 0.999259 | 1 | < 0.1% |
marital_status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| Unmarried | |
|---|---|
| Married |
| Value | Count | Frequency (%) | |
| Unmarried | 6872 | 51.2% | |
| Married | 6542 | 48.8% |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.024601163 |
| Min length | 7 |
n_projects
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.783584314894886 |
|---|---|
| Minimum | 1.0 |
| Maximum | 7.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.250445243 |
|---|---|
| Coefficient of variation (CV) | 0.3304922367 |
| Kurtosis | -0.4910589144 |
| Mean | 3.783584315 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.304845266 |
| Sum | 50753 |
| Variance | 1.563613305 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 3829 | 28.5% | |
| 3 | 3587 | 26.7% | |
| 5 | 2476 | 18.5% | |
| 2 | 2190 | 16.3% | |
| 6 | 1042 | 7.8% | |
| 7 | 229 | 1.7% | |
| 1 | 61 | 0.5% |
| Value | Count | Frequency (%) | |
| 1 | 61 | 0.5% | |
| 2 | 2190 | 16.3% | |
| 3 | 3587 | 26.7% | |
| 4 | 3829 | 28.5% | |
| 5 | 2476 | 18.5% |
| Value | Count | Frequency (%) | |
| 7 | 229 | 1.7% | |
| 6 | 1042 | 7.8% | |
| 5 | 2476 | 18.5% | |
| 4 | 3829 | 28.5% | |
| 3 | 3587 | 26.7% |
recently_promoted
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| 0 | |
|---|---|
| 1 | 282 |
| Value | Count | Frequency (%) | |
| 0 | 13132 | 97.9% | |
| 1 | 282 | 2.1% |
salary
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| low | |
|---|---|
| medium | |
| high | 1097 |
| Value | Count | Frequency (%) | |
| low | 6572 | 49.0% | |
| medium | 5745 | 42.8% | |
| high | 1097 | 8.2% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.366631877 |
| Min length | 3 |
satisfaction
Real number (ℝ≥0)
| Distinct count | 12833 |
|---|---|
| Unique (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6221066565081257 |
|---|---|
| Minimum | 0.0400584 |
| Maximum | 1.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 0.0400584 |
|---|---|
| 5-th percentile | 0.13766635 |
| Q1 | 0.454246 |
| median | 0.649746 |
| Q3 | 0.82385025 |
| 95-th percentile | 0.9690812 |
| Maximum | 1 |
| Range | 0.9599416 |
| Interquartile range (IQR) | 0.36960425 |
Descriptive statistics
| Standard deviation | 0.2490957502 |
|---|---|
| Coefficient of variation (CV) | 0.4004068235 |
| Kurtosis | -0.6405903594 |
| Mean | 0.6221066565 |
| Median Absolute Deviation (MAD) | 0.1837815 |
| Skewness | -0.4827892417 |
| Sum | 8344.93869 |
| Variance | 0.06204869279 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 327 | 2.4% | |
| 0.621212 | 150 | 1.1% | |
| 0.764873 | 2 | < 0.1% | |
| 0.844769 | 2 | < 0.1% | |
| 0.566886 | 2 | < 0.1% | |
| 0.574609 | 2 | < 0.1% | |
| 0.607498 | 2 | < 0.1% | |
| 0.556841 | 2 | < 0.1% | |
| 0.938877 | 2 | < 0.1% | |
| 0.754157 | 2 | < 0.1% | |
| Other values (12823) | 12921 | 96.3% |
| Value | Count | Frequency (%) | |
| 0.0400584 | 1 | < 0.1% | |
| 0.0404774 | 1 | < 0.1% | |
| 0.0413017 | 1 | < 0.1% | |
| 0.0424075 | 1 | < 0.1% | |
| 0.0448441 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 327 | 2.4% | |
| 0.99988 | 1 | < 0.1% | |
| 0.999763 | 1 | < 0.1% | |
| 0.999704 | 1 | < 0.1% | |
| 0.999593 | 1 | < 0.1% |
status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.8 KiB |
| Employed | |
|---|---|
| Left |
| Value | Count | Frequency (%) | |
| Employed | 10261 | 76.5% | |
| Left | 3153 | 23.5% |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.059788281 |
| Min length | 4 |
tenure
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.498956314298494 |
|---|---|
| Minimum | 2.0 |
| Maximum | 10.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 104.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 10 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.465920052 |
|---|---|
| Coefficient of variation (CV) | 0.4189592324 |
| Kurtosis | 4.874377644 |
| Mean | 3.498956314 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.885493748 |
| Sum | 46935 |
| Variance | 2.148921598 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3 | 5842 | 43.6% | |
| 2 | 2864 | 21.4% | |
| 4 | 2274 | 17.0% | |
| 5 | 1289 | 9.6% | |
| 6 | 618 | 4.6% | |
| 10 | 198 | 1.5% | |
| 7 | 180 | 1.3% | |
| 8 | 149 | 1.1% |
| Value | Count | Frequency (%) | |
| 2 | 2864 | 21.4% | |
| 3 | 5842 | 43.6% | |
| 4 | 2274 | 17.0% | |
| 5 | 1289 | 9.6% | |
| 6 | 618 | 4.6% |
| Value | Count | Frequency (%) | |
| 10 | 198 | 1.5% | |
| 8 | 149 | 1.1% | |
| 7 | 180 | 1.3% | |
| 6 | 618 | 4.6% | |
| 5 | 1289 | 9.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | age | avg_monthly_hrs | department | employee_id | filed_complaint | gender | last_evaluation | marital_status | n_projects | recently_promoted | salary | satisfaction | status | tenure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 22 | 156.0 | D00-SS | 112586 | 1.0 | Female | 0.474082 | Unmarried | 2.0 | 0.0 | medium | 0.405101 | Left | 3.0 |
| 1 | 3 | 36 | 256.0 | D00-SP | 108071 | 0.0 | Male | 0.961360 | Married | 6.0 | 0.0 | low | 0.152974 | Left | 4.0 |
| 2 | 4 | 38 | 146.0 | D00-SS | 116915 | 0.0 | Male | 0.507349 | Married | 2.0 | 0.0 | medium | 0.434845 | Left | 3.0 |
| 3 | 5 | 22 | 135.0 | D00-MT | 104555 | 0.0 | Male | 0.482184 | Unmarried | 2.0 | 0.0 | low | 0.381545 | Left | 3.0 |
| 4 | 6 | 51 | 270.0 | D00-PD | 104706 | 0.0 | Male | 0.867087 | Married | 6.0 | 0.0 | low | 0.172575 | Left | 4.0 |
| 5 | 7 | 54 | 244.0 | D00-IT | 118536 | 0.0 | Male | 0.926197 | Married | 6.0 | 0.0 | medium | 0.061868 | Left | 5.0 |
| 6 | 8 | 43 | 289.0 | D00-IT | 111712 | 0.0 | Male | 0.929858 | Married | 7.0 | 0.0 | low | 0.161744 | Left | 4.0 |
| 7 | 9 | 49 | 281.0 | D00-SS | 119150 | 0.0 | Male | 0.907965 | Married | 6.0 | 0.0 | medium | 0.105749 | Left | 4.0 |
| 8 | 10 | 37 | 269.0 | D00-SP | 109162 | 0.0 | Male | 0.867086 | Married | 6.0 | 0.0 | low | 0.121133 | Left | 4.0 |
| 9 | 11 | 27 | 267.0 | D00-SP | 105251 | 0.0 | Male | 0.953585 | Unmarried | 5.0 | 0.0 | low | 0.871310 | Left | 6.0 |
Last rows
| df_index | age | avg_monthly_hrs | department | employee_id | filed_complaint | gender | last_evaluation | marital_status | n_projects | recently_promoted | salary | satisfaction | status | tenure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13404 | 14111 | 29 | 221.0 | D00-SP | 100736 | 1.0 | Male | 0.693354 | Unmarried | 4.0 | 0.0 | low | 0.789367 | Employed | 3.0 |
| 13405 | 14112 | 24 | 257.0 | D00-SS | 118889 | 0.0 | Female | 0.705896 | Unmarried | 3.0 | 0.0 | low | 0.739094 | Employed | 3.0 |
| 13406 | 14113 | 39 | 196.0 | D00-PD | 139996 | 0.0 | Female | 0.827836 | Married | 4.0 | 0.0 | low | 0.543141 | Employed | 5.0 |
| 13407 | 14114 | 25 | 262.0 | D00-PD | 112425 | 0.0 | Male | 0.765994 | Unmarried | 5.0 | 0.0 | medium | 0.741471 | Employed | 2.0 |
| 13408 | 14115 | 50 | 258.0 | D00-ENG | 122032 | 0.0 | Female | 0.899923 | Married | 7.0 | 0.0 | low | 0.080220 | Left | 4.0 |
| 13409 | 14116 | 33 | 141.0 | D00-SS | 116626 | 0.0 | Male | 0.537866 | Married | 3.0 | 0.0 | low | 0.610841 | Employed | 3.0 |
| 13410 | 14117 | 53 | 168.0 | D00-SS | 112262 | 0.0 | Male | 0.643553 | Married | 3.0 | 0.0 | low | 0.489559 | Employed | 3.0 |
| 13411 | 14118 | 24 | 257.0 | D00-SP | 108922 | 0.0 | Male | 0.718399 | Unmarried | 3.0 | 0.0 | medium | 0.944942 | Employed | 3.0 |
| 13412 | 14119 | 33 | 242.0 | D00-IT | 113539 | 0.0 | Male | 0.836603 | Married | 4.0 | 0.0 | low | 0.740136 | Employed | 2.0 |
| 13413 | 14120 | 46 | 171.0 | D00-SP | 105286 | 1.0 | Male | 0.907277 | Married | 3.0 | 0.0 | low | 0.506658 | Employed | 3.0 |